OnnxStack.FeatureExtractor

Canny

• https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/canny.onnx

Hed

• https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/hed.onnx

Depth

• https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/depth.onnx
• https://huggingface.co/Xenova/depth-anything-large-hf/onnx/model.onnx
• https://huggingface.co/julienkay/sentis-MiDaS

OpenPose (TODO)

• https://huggingface.co/axodoxian/controlnet_onnx/resolve/main/annotators/openpose.onnx

Background Removal

• https://huggingface.co/briaai/RMBG-1.4/resolve/main/onnx/model.onnx

Image Example

// Load Input Image var inputImage = await OnnxImage.FromFileAsync("Input.png"); // Load Pipeline var pipeline = FeatureExtractorPipeline.CreatePipeline("canny.onnx"); // Run Pipeline var result = await pipeline.RunAsync(inputImage); // Save Image await result.SaveAsync("Result.png"); //Unload await pipeline.UnloadAsync();

Video Example

// Load Input Image var inputImage = await OnnxVideo.FromFileAsync("Input.mp4"); // Load Pipeline var pipeline = FeatureExtractorPipeline.CreatePipeline("canny.onnx"); // Run Pipeline var result = await pipeline.RunAsync(inputImage); // Save Image await result.SaveAsync("Result.mp4"); //Unload await pipeline.UnloadAsync();

Video Stream Example

// Read Video Info var videoFile = "Input.mp4"; var videoInfo = await VideoHelper.ReadVideoInfoAsync(videoFile); // Create Video Stream var videoStream = VideoHelper.ReadVideoStreamAsync(videoFile, videoInfo.FrameRate); // Create pipeline var pipeline = FeatureExtractorPipeline.CreatePipeline("canny.onnx"); // Create Pipeline Stream var pipelineStream = pipeline.RunAsync(videoStream); // Write Video Stream await VideoHelper.WriteVideoStreamAsync(videoInfo, pipelineStream, "Result.mp4"); //Unload await pipeline.UnloadAsync();